Remaining Useful Life prediction

Benchmarks

Dataset Name	SOTA Method	Metric
C-MAPSS FD002	HSMGNN	RMSE12.98	88	1mo ago
C-MAPSS FD003		RMSE7.18	84	1mo ago
C-MAPSS FD001		RMSE7.74	78	1mo ago
C-MAPSS FD004	HSMGNN	RMSE12.88	76	1mo ago
NASA C-MAPSS FD001 (test)		RMSE7.78	41	1mo ago
C-MAPSS FD001 (test)	PC-MambaSDE	RMSE16.68	32	1mo ago
C-MAPSS FD004 (test)	PC-MambaSDE	RMSE17.11	24	1mo ago
C-MAPSS FD003 (test)	PC-MambaSDE	RMSE17.9	24	1mo ago
C-MAPSS	DARE-GRAM	RMSE (F1->F2)15.7	18	4mo ago
XJTU-SY 37.5Hz11kN	multimodal-RUL framework	MSE0.0051	15	5mo ago
XJTU-SY 35Hz12kN	multimodal-RUL framework	MSE0.0023	15	5mo ago
Toyota battery dataset	BACE-RUL	RMSE55.34	9	4mo ago
NASA lithium-ion battery dataset	BACE-RUL	RMSE11.5	9	4mo ago
Predictive Maintenance	QAQL	MSE126.28	8	1mo ago
Predictive Maintenance (test)	QAQL	MSE126.28	8	1mo ago
C-MAPSS Transfer Scenarios		Score (F1->F2)59	8	4mo ago
PHM 2010		Transition Error C1->C40.173	8	4mo ago
NASA B0005	Ours	MAE2.97	7	4mo ago
PHM 2012 (test)	RGPD	RMSE0.0778	6	1mo ago
NASA B0006	Ours	MAE4.87	6	4mo ago
CALCE CS2_36	Ours	MAE33.86	5	4mo ago
CALCE CS2_35	Ours	MAE37.78	5	4mo ago
C-MAPSS v1 (test)	-	RMSE (F1→F2)-	0	5mo ago

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